Before moving forward with the to-do list, let’s throw a Random Forest to it.
Gradient boost
For many reasons, Random Forest is usually a very good baseline model. In this particular case I started with the polynomial OLS as baseline model, just because it was so evident from the correlations that the relationship between temperature and consumption follows a polynomial shape. But let’s go back to a beloved RF.
Model Cards provide a framework for transparent, responsible reporting.
Use the vetiver `.qmd` Quarto template as a place to start,
with vetiver.model_card()
Writing pin:
Name: 'wd-gb'
Version: 20250202T211550Z-f62d6
<vetiver.vetiver_model.VetiverModel at 0x7fbd0855fef0>
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.